
李國文
研究領(lǐng)域:機器學習、文本挖掘、大數(shù)據(jù)決策與分析、金融風險管理
聯(lián)系方式:liguowenchina@163.com
通信地址:北京市海淀區(qū)學院南路39號中央財經(jīng)大學管理科學與工程學院,100081
工作經(jīng)歷
2021.07-至今中央財經(jīng)大學管理科學與工程學院博士后
教育背景
2016.09-2021.07 中國科學院科技戰(zhàn)略咨詢研究院 管理學博士
2012.09-2016.07 山東大學管理學院 管理學學士
主要論文
1. Jianping Li, Guowen Li, Mingxi Liu, Xiaoqian Zhu*, Lu Wei. A novel text-based framework for forecasting agricultural futures using massive online news headlines.International Journal of Forecasting, 2020, Online, DOI: 10.1016/j.ijforecast.2020.02.002.(SSCI,ABS 3,JCR一區(qū))
2. Jianping Li*, Guowen Li, Xiaoqian Zhu, Yanzhen Yao. Identifying the influential factors of commodity futures prices through a new text mining approach.Quantitative Finance, 2020, 20(12), 1967-1981.(SCI/SSCI,ABS 3)
3. Jianping Li, Yuyao Feng, Guowen Li, Xiaolei Sun*. Tourism companies' risk exposures on text disclosure.Annals of Tourism Research, 2020, 84, 102986.(SSCI,ABS 4,JCR一區(qū))
4. Lu Wei, Guowen Li, Xiaoqian Zhu, Xiaolei Sun, Jianping Li*. Developing a hierarchical system for energy corporate risk factors based on textual risk disclosures.Energy Economics, 2019, 80, 452-460.(SSCI,ABS 3,JCR一區(qū))
5. Mingxi Liu, Guowen Li, Jianping Li, Xiaoqian Zhu*, Yinhong Yao. Forecasting the price of Bitcoin using deep learning.Finance Research Letters, 2020, Online, DOI: 10.1016/j.frl.2020.101755.(SSCI,ABS 2,JCR一區(qū))
6. Lu Wei, Guowen Li, Xiaoqian Zhu, Jianping Li*. Discovering bank risk factors from financial statements based on a new semi-supervised text mining algorithm.Accounting & Finance, 2019, 59(3), 1519-1552.(SSCI,ABS 2,JCR二區(qū))
7. Lu Wei, Guowen Li, Jianping Li, Xiaoqian Zhu*. Bank risk aggregation with forward-looking textual risk disclosures.The North American Journal of Economics and Finance, 2019, 50, 101016.(SSCI,ABS 2,JCR三區(qū))
8. Guowen Li, Xiaoqian Zhu, Jun Wang, Dengsheng Wu, Jianping Li*. Using LDA model to quantify and visualize textual financial stability report.Procedia Computer Science, 2017, 122, 370-376.(EI,Best Paper Award)
9. Guowen Li, Jianping Li, Mingxi Liu, Xiaoqian Zhu*. Evolutionary Mechanism of Risk Factor Disclosure in American Financial Corporation Annual Report.International Conference on Data Service(pp. 528-537). Singapore : Springer, 2020.(EI)
參與項目
1.風險管理理論與方法(國家自然科學基金委杰出青年項目,參與)
2.金融科技風險分析與監(jiān)管對策建議(中國科學院學部咨詢評議項目,參與)
3.國家風險相關(guān)性機理與測度研究(國家自然科學基金委面上基金項目,參與)
4.文旅行業(yè)大數(shù)據(jù)信用評價方法和應(yīng)用研究(陽光保險集團橫向課題,參與)
5.多源數(shù)據(jù)驅(qū)動的財務(wù)欺詐風險智能分析新范式(國家自然科學基金委重大研究項目,參與)
6.基于財經(jīng)新聞的大數(shù)據(jù)股票市場價格波動分析方案(鳴石資本橫向課題,聯(lián)合主持)
主要獎勵
2020/12博士研究生國家獎學金
2020/06成思危基金優(yōu)秀學生獎
2019/12唐立新獎學金
2018/09第四屆中國“互聯(lián)網(wǎng)+”大學生創(chuàng)新創(chuàng)業(yè)大賽(北京賽區(qū))二等獎
2017/12 Best Paper Award at The International Conference on Information Technology and Quantitative Management (ITQM)
主要學術(shù)兼職
《中國管理科學》、Industrial Management & Data Systems匿名審稿人